[Assessment of CO2 Co-benefits of Air Pollution Control Policies in Taiyuan's 14th Five-Year Plan].

To quantitatively evaluate the co-benefits of air pollution reduction and carbon dioxide reduction of Taiyuan's 14th Five-Year Plan air pollution prevention and control policies, this study used the Beijing-Tianjin-Hebei Greenhouse Gas-Air Pollution Interaction and Synergy Model (GAINS-JJJ) to simulate and evaluate the emission reduction potential and CO2 co-benefit of 13 air pollution control measures. The emission reductions of PM2.5, PM10, SO2, NOx, VOCs, and NH3 in 2025 were 1.8 (5%, compared with that in the baseline scenario), 2.5 (2%), 3.7 (16%), 20.0 (27%), 13.6 (15%), and 0.0 kt (0%), respectively. The reduction in CO2 emissions was 9.0 Mt (13%), whereas CH4 emissions increased by 203.3 kt (25% increase relative to that in the baseline scenario). SO2, NOx, and VOCs emission reductions derived from the power, industrial combustion, and solvent use sectors. CO2 reduction occurred mainly in the industrial combustion sector, and CH4 emission increased mainly due to the increase in coal mining activity. The highest synergistic CO2 reductions were achieved by restricting energy consumption in the high energy-consuming and high-emitting sectors; prohibiting new capacity in the steel, coke, cement, and flat glass industries; and replacing coal-fired power generation with renewable energy. Furthermore, the CO2 reduction co-benefit was highest for VOCs. In addition, this study suggests that promoting the policy of terminal electrification and simultaneously increasing the share of clean energy and the ability to consume renewable energy generation in the power sector are the keys to decreasing the emissions in Taiyuan.

Value function assessment to different RL algorithms for heparin treatment policy of patients with sepsis in ICU.

Heparin is a critical aspect of managing sepsis after abdominal surgery, which can improve microcirculation, protect organ function, and reduce mortality. However, there is no clinical evidence to support decision-making for heparin dosage. This paper proposes a model called SOFA-MDP, which utilizes SOFA scores as states of MDP, to investigate clinic policies. Different algorithms provide different value functions, making it challenging to determine which value function is more reliable. Due to ethical restrictions, we cannot test all policies on patients. To address this issue, we proposed two value function assessment methods: action similarity rate and relative gain. We experimented with heparin treatment policies for sepsis patients after abdominal surgery using MIMIC-IV. In the experiments, TD(0) shows the most reliable performance. Using the action similarity rate and relative gain to assess AI policy from TD(0), the agreement rates between AI policy and "good" physician's actual treatment are 64.6% and 73.2%, while the agreement rates between AI policy and "bad" physician's actual treatment are 44.1% and 35.8%, the gaps are 20.5% and 37.4%, respectively. External validation using action similarity rate and relative gain based on eICU resulted in agreement rates of 61.5% and 69.1% with the "good" physician's treatment, and 45.2% and 38.3% with the "bad" physician's treatment, with gaps of 16.3% and 30.8%, respectively. In conclusion, the model provides instructive support for clinical decisions, and the evaluation methods accurately distinguish reliable and unreasonable outcomes.

Incidence, Management, and Outcome of Pulled-in-Two Syndrome Associated With Strabismus Surgery.

PURPOSE: To report the incidence and outcomes of pulled-in-two syndrome during strabismus surgery and investigate the clinical features and management of the disease. METHODS: The medical records of patients who underwent strabismus surgery and developed pulled-in-two syndrome between July 2013 and October 2020 were reviewed retrospectively. The demographic characteristics, intraoperative details (including surgery type and management), and subsequent and final outcomes were extracted from the records. RESULTS: Of the 11,824 strabismus surgeries during the study period, 4 cases of pulled-in-two syndrome were documented, accounting for an overall incidence of 0.034%. The average age of the patients with pulled-in-two syndrome was 61.75 ± 8.99 years. All 4 patients were women; 2 had abducens nerve palsy and the other 2 had myopic strabismus fixus. The inferior rectus muscle was involved in 1 patient and the medial rectus muscle was involved in 3 patients. All of the involved extraocular muscle was lost. One patient achieved orthotropia, and the others were undercorrected after the surgery. CONCLUSIONS: Pulled-in-two syndrome is one of the rarest and most severe complications of strabismus surgery. Cranial nerve palsy, advanced age, prior surgery, thyroid-associated ophthalmopathy, and degenerative conditions of the extraocular muscle are risk factors for pulled-in-two syndrome. Therefore, the prevention of pulled-in-two syndrome in patients with these risk factors should be investigated further. [J Pediatr Ophthalmol Strabismus. 2023;60(4):263-267.].

Barriers, Costs, and Attitudes Toward Pediatric Cataract Surgery at Two Large Facilities in China and India.

PURPOSE: To better understand barriers of costs and attitudes toward pediatric cataract surgery in China and India. METHODS: From January 2014 to June 2015, families of children ≤ 10 years old about to undergo or having completed surgery for bilateral, non-traumatic cataract at two tertiary centers in China and India completed questionnaires regarding their demographic characteristics, financial status, living environment, health seeking behaviors, and medical burden. RESULTS: In China, 38 children (23 boys [60.5%], mean age 3.11 ± 2.88 years) were un-operated, and 44 (26 boys [59.1%], mean age 5.09 +/- 2.17 years) had undergone surgery, while in India there were 60 (44 boys [73.3%], mean age 4.61 +/- 3.32 years) and 39 (29 boys [74.4%], mean age 6.45 +/- 2.74 years) children respectively, 181 in total. Chinese children were younger at presentation (p ≤ 0.03 for both operated and un-operated) and also when cataract was detected (median [inter quartile range] 10 [3-34] versus 24 [6-60] months [p = 0.06] for un-operated, 5 [2-12] versus 36 [8-72] months [p < 0.001] for operated). Maternal education levels were lower in India (48.3% and 51.3% with elementary education only among un-operated [p = 0.11] and operated [p = 0.006] families in India versus 27.0% and 20.5% in China), as were rates of consulting medical practitioners for illness (44.7% and 36.4% for un-operated [p < 0.001] and operated [p = 0.001] in China versus 10% and 5.13% in India). CONCLUSIONS: Socioeconomic challenges to securing cataract surgery may be greater, and delays in obtaining surgery longer, in India compared to China, if these facilities are representative.

ICO-OSCAR for pediatric cataract surgical skill assessment.

Pediatric cataract surgical skill assessment is important to ensure the competency of the trainees, especially pediatric ophthalmology fellows. Using a rubric would ensure objectivity in this process. The ICO-OSCAR pediatric cataract surgery rubric has been developed with global variations in techniques of pediatric cataract surgery in mind.